Dataset statistics
| Number of variables | 43 |
|---|---|
| Number of observations | 68358 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 22.4 MiB |
| Average record size in memory | 344.0 B |
Variable types
| CAT | 30 |
|---|---|
| NUM | 11 |
| BOOL | 2 |
glimepiride-pioglitazone has constant value "68358" | Constant |
metformin-rosiglitazone has constant value "68358" | Constant |
diag_1 has a high cardinality: 691 distinct values | High cardinality |
diag_2 has a high cardinality: 715 distinct values | High cardinality |
diag_3 has a high cardinality: 755 distinct values | High cardinality |
number_emergency is highly skewed (γ1 = 21.11983727) | Skewed |
num_procedures has 29724 (43.5%) zeros | Zeros |
number_outpatient has 59309 (86.8%) zeros | Zeros |
number_emergency has 63267 (92.6%) zeros | Zeros |
number_inpatient has 60137 (88.0%) zeros | Zeros |
Reproduction
| Analysis started | 2020-11-27 21:57:31.582889 |
|---|---|
| Analysis finished | 2020-11-27 21:58:28.057531 |
| Duration | 56.47 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
race
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| Hispanic | 1469 |
| Other | 1157 |
| Asian | 483 |
| Value | Count | Frequency (%) | |
| Caucasian | 52638 | 77.0% | |
| AfricanAmerican | 12611 | 18.4% | |
| Hispanic | 1469 | 2.1% | |
| Other | 1157 | 1.7% | |
| Asian | 483 | 0.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 9.989452588 |
| Min length | 5 |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| Female | |
|---|---|
| Male | |
| Unknown/Invalid | 1 |
| Value | Count | Frequency (%) | |
| Female | 36440 | 53.3% | |
| Male | 31917 | 46.7% | |
| Unknown/Invalid | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 5.066312648 |
| Min length | 4 |
age
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| [70-80) | |
|---|---|
| [60-70) | |
| [50-60) | |
| [80-90) | |
| [40-50) | |
| Other values (5) |
| Value | Count | Frequency (%) | |
| [70-80) | 17588 | 25.7% | |
| [60-70) | 15373 | 22.5% | |
| [50-60) | 11960 | 17.5% | |
| [80-90) | 11202 | 16.4% | |
| [40-50) | 6498 | 9.5% | |
| [30-40) | 2505 | 3.7% | |
| [90-100) | 1836 | 2.7% | |
| [20-30) | 992 | 1.5% | |
| [10-20) | 340 | 0.5% | |
| [0-10) | 64 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.02592235 |
| Min length | 6 |
admission_type_id
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.103586998 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.514801095 |
|---|---|
| Coefficient of variation (CV) | 0.7201038495 |
| Kurtosis | 1.590550016 |
| Mean | 2.103586998 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.51421207 |
| Sum | 143797 |
| Variance | 2.294622357 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 35000 | 51.2% | |
| 3 | 13338 | 19.5% | |
| 2 | 12211 | 17.9% | |
| 6 | 4436 | 6.5% | |
| 5 | 3061 | 4.5% | |
| 8 | 283 | 0.4% | |
| 7 | 20 | < 0.1% | |
| 4 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 35000 | 51.2% | |
| 2 | 12211 | 17.9% | |
| 3 | 13338 | 19.5% | |
| 4 | 9 | < 0.1% | |
| 5 | 3061 | 4.5% |
| Value | Count | Frequency (%) | |
| 8 | 283 | 0.4% | |
| 7 | 20 | < 0.1% | |
| 6 | 4436 | 6.5% | |
| 5 | 3061 | 4.5% | |
| 4 | 9 | < 0.1% |
discharge_disposition_id
Real number (ℝ≥0)
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.636282513 |
|---|---|
| Minimum | 1 |
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 18 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 5.306901208 |
|---|---|
| Coefficient of variation (CV) | 1.459430391 |
| Kurtosis | 6.168915396 |
| Mean | 3.636282513 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.605951787 |
| Sum | 248569 |
| Variance | 28.16320043 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 42045 | 61.5% | |
| 3 | 8481 | 12.4% | |
| 6 | 8053 | 11.8% | |
| 18 | 2421 | 3.5% | |
| 2 | 1472 | 2.2% | |
| 22 | 1393 | 2.0% | |
| 11 | 1050 | 1.5% | |
| 5 | 863 | 1.3% | |
| 25 | 731 | 1.1% | |
| 4 | 492 | 0.7% | |
| Other values (16) | 1357 | 2.0% |
| Value | Count | Frequency (%) | |
| 1 | 42045 | 61.5% | |
| 2 | 1472 | 2.2% | |
| 3 | 8481 | 12.4% | |
| 4 | 492 | 0.7% | |
| 5 | 863 | 1.3% |
| Value | Count | Frequency (%) | |
| 28 | 89 | 0.1% | |
| 27 | 3 | < 0.1% | |
| 25 | 731 | 1.1% | |
| 24 | 25 | < 0.1% | |
| 23 | 253 | 0.4% |
admission_source_id
Real number (ℝ≥0)
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.682012347 |
|---|---|
| Minimum | 1 |
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 17 |
| Maximum | 25 |
| Range | 24 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.173131386 |
|---|---|
| Coefficient of variation (CV) | 0.7344460256 |
| Kurtosis | 1.628406139 |
| Mean | 5.682012347 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.067740429 |
| Sum | 388411 |
| Variance | 17.41502556 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 7 | 37023 | 54.2% | |
| 1 | 20947 | 30.6% | |
| 17 | 4786 | 7.0% | |
| 4 | 2373 | 3.5% | |
| 6 | 1486 | 2.2% | |
| 2 | 859 | 1.3% | |
| 5 | 536 | 0.8% | |
| 20 | 154 | 0.2% | |
| 3 | 131 | 0.2% | |
| 9 | 36 | 0.1% | |
| Other values (7) | 27 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 20947 | 30.6% | |
| 2 | 859 | 1.3% | |
| 3 | 131 | 0.2% | |
| 4 | 2373 | 3.5% | |
| 5 | 536 | 0.8% |
| Value | Count | Frequency (%) | |
| 25 | 2 | < 0.1% | |
| 22 | 4 | < 0.1% | |
| 20 | 154 | 0.2% | |
| 17 | 4786 | 7.0% | |
| 14 | 2 | < 0.1% |
time_in_hospital
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.318177828 |
|---|---|
| Minimum | 1 |
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.958281921 |
|---|---|
| Coefficient of variation (CV) | 0.6850764464 |
| Kurtosis | 0.9325903281 |
| Mean | 4.318177828 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.158284422 |
| Sum | 295182 |
| Variance | 8.751431927 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3 | 12096 | 17.7% | |
| 2 | 11719 | 17.1% | |
| 1 | 10088 | 14.8% | |
| 4 | 9163 | 13.4% | |
| 5 | 6611 | 9.7% | |
| 6 | 4986 | 7.3% | |
| 7 | 3865 | 5.7% | |
| 8 | 2828 | 4.1% | |
| 9 | 1929 | 2.8% | |
| 10 | 1517 | 2.2% | |
| Other values (4) | 3556 | 5.2% |
| Value | Count | Frequency (%) | |
| 1 | 10088 | 14.8% | |
| 2 | 11719 | 17.1% | |
| 3 | 12096 | 17.7% | |
| 4 | 9163 | 13.4% | |
| 5 | 6611 | 9.7% |
| Value | Count | Frequency (%) | |
| 14 | 646 | 0.9% | |
| 13 | 774 | 1.1% | |
| 12 | 933 | 1.4% | |
| 11 | 1203 | 1.8% | |
| 10 | 1517 | 2.2% |
num_lab_procedures
Real number (ℝ≥0)
| Distinct | 116 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.13961789 |
|---|---|
| Minimum | 1 |
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 74 |
| Maximum | 132 |
| Range | 131 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 20.00539283 |
|---|---|
| Coefficient of variation (CV) | 0.4637359764 |
| Kurtosis | -0.2920877578 |
| Mean | 43.13961789 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.2138338676 |
| Sum | 2948938 |
| Variance | 400.2157422 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 2185 | 3.2% | |
| 43 | 1837 | 2.7% | |
| 44 | 1586 | 2.3% | |
| 45 | 1562 | 2.3% | |
| 46 | 1481 | 2.2% | |
| 38 | 1468 | 2.1% | |
| 47 | 1439 | 2.1% | |
| 40 | 1427 | 2.1% | |
| 39 | 1386 | 2.0% | |
| 37 | 1380 | 2.0% | |
| Other values (106) | 52607 | 77.0% |
| Value | Count | Frequency (%) | |
| 1 | 2185 | 3.2% | |
| 2 | 744 | 1.1% | |
| 3 | 490 | 0.7% | |
| 4 | 282 | 0.4% | |
| 5 | 206 | 0.3% |
| Value | Count | Frequency (%) | |
| 132 | 1 | < 0.1% | |
| 121 | 1 | < 0.1% | |
| 120 | 1 | < 0.1% | |
| 118 | 1 | < 0.1% | |
| 114 | 2 | < 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.445156383 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 29724 |
| Zeros (%) | 43.5% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.763509343 |
|---|---|
| Coefficient of variation (CV) | 1.220289627 |
| Kurtosis | 0.5046128359 |
| Mean | 1.445156383 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.207174314 |
| Sum | 98788 |
| Variance | 3.109965201 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 29724 | 43.5% | |
| 1 | 13687 | 20.0% | |
| 2 | 8854 | 13.0% | |
| 3 | 6965 | 10.2% | |
| 6 | 3821 | 5.6% | |
| 4 | 2963 | 4.3% | |
| 5 | 2344 | 3.4% |
| Value | Count | Frequency (%) | |
| 0 | 29724 | 43.5% | |
| 1 | 13687 | 20.0% | |
| 2 | 8854 | 13.0% | |
| 3 | 6965 | 10.2% | |
| 4 | 2963 | 4.3% |
| Value | Count | Frequency (%) | |
| 6 | 3821 | 5.6% | |
| 5 | 2344 | 3.4% | |
| 4 | 2963 | 4.3% | |
| 3 | 6965 | 10.2% | |
| 2 | 8854 | 13.0% |
num_medications
Real number (ℝ≥0)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.81316013 |
|---|---|
| Minimum | 1 |
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 10 |
| median | 14 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 81 |
| Range | 80 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.290263264 |
|---|---|
| Coefficient of variation (CV) | 0.5242635373 |
| Kurtosis | 3.835930933 |
| Mean | 15.81316013 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.433092237 |
| Sum | 1080956 |
| Variance | 68.72846499 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 13 | 4176 | 6.1% | |
| 12 | 4158 | 6.1% | |
| 11 | 3914 | 5.7% | |
| 15 | 3814 | 5.6% | |
| 10 | 3763 | 5.5% | |
| 14 | 3760 | 5.5% | |
| 16 | 3573 | 5.2% | |
| 9 | 3506 | 5.1% | |
| 17 | 3211 | 4.7% | |
| 8 | 3132 | 4.6% | |
| Other values (65) | 31351 | 45.9% |
| Value | Count | Frequency (%) | |
| 1 | 194 | 0.3% | |
| 2 | 333 | 0.5% | |
| 3 | 627 | 0.9% | |
| 4 | 1028 | 1.5% | |
| 5 | 1468 | 2.1% |
| Value | Count | Frequency (%) | |
| 81 | 1 | < 0.1% | |
| 79 | 1 | < 0.1% | |
| 75 | 2 | < 0.1% | |
| 74 | 1 | < 0.1% | |
| 72 | 2 | < 0.1% |
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2861406127 |
|---|---|
| Minimum | 0 |
| Maximum | 42 |
| Zeros | 59309 |
| Zeros (%) | 86.8% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.084632662 |
|---|---|
| Coefficient of variation (CV) | 3.790558258 |
| Kurtosis | 179.5884764 |
| Mean | 0.2861406127 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.625457221 |
| Sum | 19560 |
| Variance | 1.176428012 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 59309 | 86.8% | |
| 1 | 4716 | 6.9% | |
| 2 | 1974 | 2.9% | |
| 3 | 1089 | 1.6% | |
| 4 | 570 | 0.8% | |
| 5 | 280 | 0.4% | |
| 6 | 125 | 0.2% | |
| 7 | 72 | 0.1% | |
| 8 | 57 | 0.1% | |
| 9 | 37 | 0.1% | |
| Other values (23) | 129 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 59309 | 86.8% | |
| 1 | 4716 | 6.9% | |
| 2 | 1974 | 2.9% | |
| 3 | 1089 | 1.6% | |
| 4 | 570 | 0.8% |
| Value | Count | Frequency (%) | |
| 42 | 1 | < 0.1% | |
| 36 | 1 | < 0.1% | |
| 35 | 1 | < 0.1% | |
| 33 | 2 | < 0.1% | |
| 29 | 1 | < 0.1% |
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1060007607 |
|---|---|
| Minimum | 0 |
| Maximum | 42 |
| Zeros | 63267 |
| Zeros (%) | 92.6% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5161623841 |
|---|---|
| Coefficient of variation (CV) | 4.869421509 |
| Kurtosis | 1195.983411 |
| Mean | 0.1060007607 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.11983727 |
| Sum | 7246 |
| Variance | 0.2664236068 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 63267 | 92.6% | |
| 1 | 3879 | 5.7% | |
| 2 | 786 | 1.1% | |
| 3 | 241 | 0.4% | |
| 4 | 95 | 0.1% | |
| 5 | 32 | < 0.1% | |
| 6 | 25 | < 0.1% | |
| 8 | 9 | < 0.1% | |
| 7 | 7 | < 0.1% | |
| 10 | 5 | < 0.1% | |
| Other values (8) | 12 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 63267 | 92.6% | |
| 1 | 3879 | 5.7% | |
| 2 | 786 | 1.1% | |
| 3 | 241 | 0.4% | |
| 4 | 95 | 0.1% |
| Value | Count | Frequency (%) | |
| 42 | 1 | < 0.1% | |
| 37 | 1 | < 0.1% | |
| 25 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% |
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1814125633 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros | 60137 |
| Zeros (%) | 88.0% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6090359145 |
|---|---|
| Coefficient of variation (CV) | 3.357187085 |
| Kurtosis | 44.78560512 |
| Mean | 0.1814125633 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.449452586 |
| Sum | 12401 |
| Variance | 0.3709247451 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 60137 | 88.0% | |
| 1 | 5796 | 8.5% | |
| 2 | 1512 | 2.2% | |
| 3 | 480 | 0.7% | |
| 4 | 230 | 0.3% | |
| 5 | 101 | 0.1% | |
| 6 | 55 | 0.1% | |
| 7 | 19 | < 0.1% | |
| 8 | 12 | < 0.1% | |
| 9 | 8 | < 0.1% | |
| Other values (3) | 8 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 60137 | 88.0% | |
| 1 | 5796 | 8.5% | |
| 2 | 1512 | 2.2% | |
| 3 | 480 | 0.7% | |
| 4 | 230 | 0.3% |
| Value | Count | Frequency (%) | |
| 12 | 2 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 10 | 5 | < 0.1% | |
| 9 | 8 | < 0.1% | |
| 8 | 12 | < 0.1% |
| Distinct | 691 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| 414 | 5047 |
|---|---|
| 428 | 3875 |
| 786 | 2929 |
| 410 | 2810 |
| 486 | 2365 |
| Other values (686) |
| Value | Count | Frequency (%) | |
| 414 | 5047 | 7.4% | |
| 428 | 3875 | 5.7% | |
| 786 | 2929 | 4.3% | |
| 410 | 2810 | 4.1% | |
| 486 | 2365 | 3.5% | |
| 427 | 1993 | 2.9% | |
| 715 | 1831 | 2.7% | |
| 434 | 1543 | 2.3% | |
| 682 | 1404 | 2.1% | |
| 780 | 1383 | 2.0% | |
| Other values (681) | 43178 | 63.2% |
Unique
| Unique | 101 ? |
|---|---|
| Unique (%) | 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.150823605 |
| Min length | 1 |
| Distinct | 715 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| 250 | 4404 |
|---|---|
| 276 | 4397 |
| 428 | 4222 |
| 427 | 3443 |
| 401 | 2972 |
| Other values (710) |
| Value | Count | Frequency (%) | |
| 250 | 4404 | 6.4% | |
| 276 | 4397 | 6.4% | |
| 428 | 4222 | 6.2% | |
| 427 | 3443 | 5.0% | |
| 401 | 2972 | 4.3% | |
| 599 | 2201 | 3.2% | |
| 496 | 2169 | 3.2% | |
| 411 | 1979 | 2.9% | |
| 414 | 1911 | 2.8% | |
| 403 | 1588 | 2.3% | |
| Other values (705) | 39072 | 57.2% |
Unique
| Unique | 121 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.176014512 |
| Min length | 1 |
| Distinct | 755 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| 250 | |
|---|---|
| 401 | |
| 276 | 3383 |
| 428 | 2785 |
| 427 | 2637 |
| Other values (750) |
| Value | Count | Frequency (%) | |
| 250 | 8739 | 12.8% | |
| 401 | 6406 | 9.4% | |
| 276 | 3383 | 4.9% | |
| 428 | 2785 | 4.1% | |
| 427 | 2637 | 3.9% | |
| 414 | 2585 | 3.8% | |
| 496 | 1614 | 2.4% | |
| 272 | 1578 | 2.3% | |
| 403 | 1272 | 1.9% | |
| 599 | 1254 | 1.8% | |
| Other values (745) | 36105 | 52.8% |
Unique
| Unique | 137 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.133459142 |
| Min length | 1 |
number_diagnoses
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.349044735 |
|---|---|
| Minimum | 3 |
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 534.0 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 13 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.884518736 |
|---|---|
| Coefficient of variation (CV) | 0.2564304347 |
| Kurtosis | -0.609153816 |
| Mean | 7.349044735 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.6769684049 |
| Sum | 502366 |
| Variance | 3.551410867 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 9 | 31079 | 45.5% | |
| 5 | 8274 | 12.1% | |
| 6 | 7536 | 11.0% | |
| 7 | 7428 | 10.9% | |
| 8 | 7382 | 10.8% | |
| 4 | 4307 | 6.3% | |
| 3 | 2284 | 3.3% | |
| 16 | 27 | < 0.1% | |
| 13 | 10 | < 0.1% | |
| 10 | 8 | < 0.1% | |
| Other values (4) | 23 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3 | 2284 | 3.3% | |
| 4 | 4307 | 6.3% | |
| 5 | 8274 | 12.1% | |
| 6 | 7536 | 11.0% | |
| 7 | 7428 | 10.9% |
| Value | Count | Frequency (%) | |
| 16 | 27 | < 0.1% | |
| 15 | 5 | < 0.1% | |
| 14 | 5 | < 0.1% | |
| 13 | 10 | < 0.1% | |
| 12 | 7 | < 0.1% |
max_glu_serum
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| None | |
|---|---|
| Norm | 1672 |
| >200 | 936 |
| >300 | 724 |
| Value | Count | Frequency (%) | |
| None | 65026 | 95.1% | |
| Norm | 1672 | 2.4% | |
| >200 | 936 | 1.4% | |
| >300 | 724 | 1.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
A1Cresult
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| None | |
|---|---|
| >8 | |
| Norm | 3668 |
| >7 | 2798 |
| Value | Count | Frequency (%) | |
| None | 56126 | 82.1% | |
| >8 | 5766 | 8.4% | |
| Norm | 3668 | 5.4% | |
| >7 | 2798 | 4.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.749436789 |
| Min length | 2 |
metformin
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | |
| Up | 793 |
| Down | 413 |
| Value | Count | Frequency (%) | |
| No | 54032 | 79.0% | |
| Steady | 13120 | 19.2% | |
| Up | 793 | 1.2% | |
| Down | 413 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.779806314 |
| Min length | 2 |
repaglinide
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 811 |
| Up | 70 |
| Down | 29 |
| Value | Count | Frequency (%) | |
| No | 67448 | 98.7% | |
| Steady | 811 | 1.2% | |
| Up | 70 | 0.1% | |
| Down | 29 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.048304514 |
| Min length | 2 |
nateglinide
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 464 |
| Up | 16 |
| Down | 8 |
| Value | Count | Frequency (%) | |
| No | 67870 | 99.3% | |
| Steady | 464 | 0.7% | |
| Up | 16 | < 0.1% | |
| Down | 8 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.027385237 |
| Min length | 2 |
chlorpropamide
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 64 |
| Up | 4 |
| Down | 1 |
| Value | Count | Frequency (%) | |
| No | 68289 | 99.9% | |
| Steady | 64 | 0.1% | |
| Up | 4 | < 0.1% | |
| Down | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.003774247 |
| Min length | 2 |
glimepiride
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 3219 |
| Up | 226 |
| Down | 131 |
| Value | Count | Frequency (%) | |
| No | 64782 | 94.8% | |
| Steady | 3219 | 4.7% | |
| Up | 226 | 0.3% | |
| Down | 131 | 0.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.192194037 |
| Min length | 2 |
acetohexamide
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 1 |
| Value | Count | Frequency (%) | |
| No | 68357 | > 99.9% | |
| Steady | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000058515 |
| Min length | 2 |
glipizide
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | |
| Up | 566 |
| Down | 363 |
| Value | Count | Frequency (%) | |
| No | 59593 | 87.2% | |
| Steady | 7836 | 11.5% | |
| Up | 566 | 0.8% | |
| Down | 363 | 0.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.469147722 |
| Min length | 2 |
glyburide
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | |
| Up | 601 |
| Down | 398 |
| Value | Count | Frequency (%) | |
| No | 60843 | 89.0% | |
| Steady | 6516 | 9.5% | |
| Up | 601 | 0.9% | |
| Down | 398 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.392931332 |
| Min length | 2 |
tolbutamide
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 18 |
| Value | Count | Frequency (%) | |
| No | 68340 | > 99.9% | |
| Steady | 18 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.001053278 |
| Min length | 2 |
pioglitazone
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 4853 |
| Up | 173 |
| Down | 79 |
| Value | Count | Frequency (%) | |
| No | 63253 | 92.5% | |
| Steady | 4853 | 7.1% | |
| Up | 173 | 0.3% | |
| Down | 79 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.286286901 |
| Min length | 2 |
rosiglitazone
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 4324 |
| Up | 132 |
| Down | 72 |
| Value | Count | Frequency (%) | |
| No | 63830 | 93.4% | |
| Steady | 4324 | 6.3% | |
| Up | 132 | 0.2% | |
| Down | 72 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.255127417 |
| Min length | 2 |
acarbose
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 184 |
| Up | 10 |
| Value | Count | Frequency (%) | |
| No | 68164 | 99.7% | |
| Steady | 184 | 0.3% | |
| Up | 10 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.010766845 |
| Min length | 2 |
miglitol
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 18 |
| Up | 1 |
| Down | 1 |
| Value | Count | Frequency (%) | |
| No | 68338 | > 99.9% | |
| Steady | 18 | < 0.1% | |
| Up | 1 | < 0.1% | |
| Down | 1 | < 0.1% |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.001082536 |
| Min length | 2 |
troglitazone
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 3 |
| Value | Count | Frequency (%) | |
| No | 68355 | > 99.9% | |
| Steady | 3 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000175546 |
| Min length | 2 |
tolazamide
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 28 |
| Value | Count | Frequency (%) | |
| No | 68330 | > 99.9% | |
| Steady | 28 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.001638433 |
| Min length | 2 |
insulin
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | |
| Down | |
| Up |
| Value | Count | Frequency (%) | |
| No | 33636 | 49.2% | |
| Steady | 20888 | 30.6% | |
| Down | 7211 | 10.5% | |
| Up | 6623 | 9.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.433248486 |
| Min length | 2 |
glyburide-metformin
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 464 |
| Up | 6 |
| Down | 3 |
| Value | Count | Frequency (%) | |
| No | 67885 | 99.3% | |
| Steady | 464 | 0.7% | |
| Up | 6 | < 0.1% | |
| Down | 3 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.027238948 |
| Min length | 2 |
glipizide-metformin
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 7 |
| Value | Count | Frequency (%) | |
| No | 68351 | > 99.9% | |
| Steady | 7 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000409608 |
| Min length | 2 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No |
|---|
| Value | Count | Frequency (%) | |
| No | 68358 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No |
|---|
| Value | Count | Frequency (%) | |
| No | 68358 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
metformin-pioglitazone
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Steady | 1 |
| Value | Count | Frequency (%) | |
| No | 68357 | > 99.9% | |
| Steady | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000058515 |
| Min length | 2 |
change
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| No | |
|---|---|
| Ch |
| Value | Count | Frequency (%) | |
| No | 37782 | 55.3% | |
| Ch | 30576 | 44.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
diabetesMed
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 51789 | 75.8% | |
| No | 16569 | 24.2% |
readmitted
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 534.0 KiB |
| NO | |
|---|---|
| YES |
| Value | Count | Frequency (%) | |
| NO | 40729 | 59.6% | |
| YES | 27629 | 40.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| race | gender | age | admission_type_id | discharge_disposition_id | admission_source_id | time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | max_glu_serum | A1Cresult | metformin | repaglinide | nateglinide | chlorpropamide | glimepiride | acetohexamide | glipizide | glyburide | tolbutamide | pioglitazone | rosiglitazone | acarbose | miglitol | troglitazone | tolazamide | insulin | glyburide-metformin | glipizide-metformin | glimepiride-pioglitazone | metformin-rosiglitazone | metformin-pioglitazone | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Caucasian | Female | [10-20) | 1 | 1 | 7 | 3 | 59 | 0 | 18 | 0 | 0 | 0 | 276 | 250.01 | 255 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | Ch | Yes | YES |
| 1 | AfricanAmerican | Female | [20-30) | 1 | 1 | 7 | 2 | 11 | 5 | 13 | 2 | 0 | 1 | 648 | 250 | V27 | 6 | None | None | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Yes | NO |
| 2 | Caucasian | Male | [30-40) | 1 | 1 | 7 | 2 | 44 | 1 | 16 | 0 | 0 | 0 | 8 | 250.43 | 403 | 7 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | Ch | Yes | NO |
| 3 | Caucasian | Male | [40-50) | 1 | 1 | 7 | 1 | 51 | 0 | 8 | 0 | 0 | 0 | 197 | 157 | 250 | 5 | None | None | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | NO |
| 4 | Caucasian | Male | [50-60) | 2 | 1 | 2 | 3 | 31 | 6 | 16 | 0 | 0 | 0 | 414 | 411 | 250 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | Yes | YES |
| 5 | Caucasian | Male | [60-70) | 3 | 1 | 2 | 4 | 70 | 1 | 21 | 0 | 0 | 0 | 414 | 411 | V45 | 7 | None | None | Steady | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | NO |
| 6 | Caucasian | Male | [70-80) | 1 | 1 | 7 | 5 | 73 | 0 | 12 | 0 | 0 | 0 | 428 | 492 | 250 | 8 | None | None | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Yes | YES |
| 7 | Caucasian | Female | [80-90) | 2 | 1 | 4 | 13 | 68 | 2 | 28 | 0 | 0 | 0 | 398 | 427 | 38 | 8 | None | None | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | NO |
| 8 | Caucasian | Female | [90-100) | 3 | 3 | 4 | 12 | 33 | 3 | 18 | 0 | 0 | 0 | 434 | 198 | 486 | 8 | None | None | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | NO |
| 9 | AfricanAmerican | Female | [40-50) | 1 | 1 | 7 | 9 | 47 | 2 | 17 | 0 | 0 | 0 | 250.7 | 403 | 996 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | Yes | YES |
Last rows
| race | gender | age | admission_type_id | discharge_disposition_id | admission_source_id | time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | max_glu_serum | A1Cresult | metformin | repaglinide | nateglinide | chlorpropamide | glimepiride | acetohexamide | glipizide | glyburide | tolbutamide | pioglitazone | rosiglitazone | acarbose | miglitol | troglitazone | tolazamide | insulin | glyburide-metformin | glipizide-metformin | glimepiride-pioglitazone | metformin-rosiglitazone | metformin-pioglitazone | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 68348 | Caucasian | Female | [40-50) | 1 | 4 | 7 | 14 | 69 | 0 | 16 | 0 | 0 | 0 | 295 | 305 | 250 | 5 | None | >7 | Up | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | Down | No | No | No | No | No | Ch | Yes | YES |
| 68349 | Caucasian | Female | [70-80) | 3 | 6 | 1 | 3 | 27 | 1 | 29 | 0 | 1 | 0 | 715 | 401 | 250 | 9 | None | Norm | Steady | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | NO |
| 68350 | Caucasian | Male | [70-80) | 3 | 6 | 1 | 13 | 77 | 6 | 65 | 0 | 0 | 0 | 424 | 429 | 486 | 16 | None | Norm | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | Ch | Yes | NO |
| 68351 | Other | Female | [40-50) | 3 | 1 | 1 | 3 | 13 | 1 | 5 | 0 | 0 | 0 | 348 | 784 | 782 | 8 | None | None | Steady | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | NO |
| 68352 | Other | Male | [40-50) | 1 | 1 | 7 | 13 | 51 | 2 | 13 | 0 | 0 | 0 | 250.8 | 730 | 731 | 9 | None | None | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | No | Ch | Yes | NO |
| 68353 | Caucasian | Female | [70-80) | 1 | 1 | 7 | 9 | 50 | 2 | 33 | 0 | 0 | 0 | 574 | 574 | 250.02 | 9 | None | >7 | No | No | No | No | No | No | No | Up | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | YES |
| 68354 | Other | Female | [40-50) | 1 | 1 | 7 | 14 | 73 | 6 | 26 | 0 | 1 | 0 | 592 | 599 | 518 | 9 | None | >8 | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | Ch | Yes | YES |
| 68355 | Other | Female | [60-70) | 1 | 1 | 7 | 2 | 46 | 6 | 17 | 1 | 1 | 1 | 996 | 585 | 403 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | Yes | YES |
| 68356 | Caucasian | Female | [80-90) | 1 | 1 | 7 | 5 | 76 | 1 | 22 | 0 | 1 | 0 | 292 | 8 | 304 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | Ch | Yes | NO |
| 68357 | Caucasian | Male | [70-80) | 1 | 1 | 7 | 6 | 13 | 3 | 3 | 0 | 0 | 0 | 530 | 530 | 787 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | NO |